Full Code of Jasonnor/Backpropagation for AI

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Repository: Jasonnor/Backpropagation
Branch: master
Commit: e254b8da3425
Files: 47
Total size: 376.9 KB

Directory structure:
gitextract_hf5apjil/

├── .gitignore
├── .idea/
│   ├── .name
│   ├── artifacts/
│   │   └── Backpropagation_jar.xml
│   ├── compiler.xml
│   ├── copyright/
│   │   └── profiles_settings.xml
│   ├── dictionaries/
│   │   └── Administrator.xml
│   ├── misc.xml
│   ├── modules.xml
│   ├── uiDesigner.xml
│   ├── vcs.xml
│   └── workspace.xml
├── Backpropagation.iml
├── Backpropagation.jar
├── LICENSE
├── META-INF/
│   └── MANIFEST.MF
├── README.md
├── data/
│   ├── 2CS.txt
│   ├── 2Ccircle1.txt
│   ├── 2Circle1.txt
│   ├── 2Circle2.txt
│   ├── 2CloseS.txt
│   ├── 2CloseS2.txt
│   ├── 2CloseS3.txt
│   ├── 2Hcircle1.txt
│   ├── 2class.txt
│   ├── 2cring.txt
│   ├── 2ring.txt
│   ├── 579.txt
│   ├── 5CloseS1.txt
│   ├── 8OX.txt
│   ├── C10D.txt
│   ├── C3D.txt
│   ├── Four-dimensional.txt
│   ├── IRIS.txt
│   ├── Number.txt
│   ├── Perceptron1.txt
│   ├── Perceptron2.txt
│   ├── Perceptron3.txt
│   ├── Perceptron4.txt
│   ├── breast-cancer-wisconsin_no question mark.txt
│   ├── wine.txt
│   └── xor.txt
└── src/
    └── Backpropagation/
        ├── Algorithm/
        │   ├── Connection.java
        │   ├── NeuralNetwork.java
        │   └── Neuron.java
        ├── MainFrame.form
        └── MainFrame.java

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
out/
*.class

# Mobile Tools for Java (J2ME)
.mtj.tmp/

# Package Files #
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# virtual machine crash logs, see http://www.java.com/en/download/help/error_hotspot.xml
hs_err_pid*

# =========================
# Operating System Files
# =========================

# OSX
# =========================

.DS_Store
.AppleDouble
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# Thumbnails
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# Files that might appear in the root of a volume
.DocumentRevisions-V100
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# Directories potentially created on remote AFP share
.AppleDB
.AppleDesktop
Network Trash Folder
Temporary Items
.apdisk

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# =========================

# Windows image file caches
Thumbs.db
ehthumbs.db

# Folder config file
Desktop.ini

# Recycle Bin used on file shares
$RECYCLE.BIN/

# Windows Installer files
*.cab
*.msi
*.msm
*.msp

# Windows shortcuts
*.lnk


================================================
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Backpropagation

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FILE: Backpropagation.iml
================================================
<?xml version="1.0" encoding="UTF-8"?>
<module type="JAVA_MODULE" version="4">
  <component name="NewModuleRootManager" inherit-compiler-output="true">
    <exclude-output />
    <content url="file://$MODULE_DIR$">
      <sourceFolder url="file://$MODULE_DIR$/src" isTestSource="false" />
    </content>
    <orderEntry type="inheritedJdk" />
    <orderEntry type="sourceFolder" forTests="false" />
  </component>
</module>

================================================
FILE: LICENSE
================================================
MIT License

Copyright (c) 2016 Jason Wu

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.


================================================
FILE: META-INF/MANIFEST.MF
================================================
Manifest-Version: 1.0
Main-Class: Backpropagation.MainFrame



================================================
FILE: README.md
================================================
# Backpropagation

Using Java Swing to implement backpropagation neural network. Learning algorithm can refer to [this](https://en.wikipedia.org/wiki/Backpropagation) Wikipedia page. 

Input consists of several groups of multi-dimensional data set, The data were cut into three parts (each number roughly equal to the same group), 2/3 of the data given to training function, and the remaining 1/3 of the data given to testing function.

The purpose of program is training to cut a number of groups of hyperplanes and synaptic weights, and display the results in the graphical interface.

## Getting Started

	git clone https://github.com/Jasonnor/Backpropagation.git
    cd Backpropagation
    Backpropagation.jar

![preview](assets/preview.png)

1. Menu (Files, Skins)
2. Output
3. Background rendering mode & zoom level
4. Read the file
5. File path
6. Adjustable parameters
7. Output parameters
8. Generate new results
9. List of training materials (2/3 of total data)
10. List of test data (1/3 of total data)

Be careful to use background rendering mode, and notice that too small drawing size will delay the computer.

## Input Data Format

    InputA InputB OutputA
    InputC InputD OutputB
    ...

You can use these [data sets](data) for testing.

## Result

![resultA](assets/resultA.png)

![resultB](assets/resultB.png)

![resultC with noise](assets/resultC.png)

## Contributing

Please feel free to use it if you are interested in fixing issues and contributing directly to the code base.

## License

Backpropagation is released under the MIT license. See the [LICENSE](/LICENSE) file for details.


================================================
FILE: data/2CS.txt
================================================
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================================================
FILE: data/2Ccircle1.txt
================================================
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================================================
FILE: data/2class.txt
================================================
1	1	0
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================================================
FILE: data/2cring.txt
================================================
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================================================
FILE: data/2ring.txt
================================================
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================================================
FILE: data/579.txt
================================================
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================================================
FILE: data/5CloseS1.txt
================================================
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================================================
FILE: data/8OX.txt
================================================
    7.00   13.00    5.00    5.00    6.00   13.00    2.00    3.00    1.00
    5.00   13.00    6.00    4.00    6.00   13.00    3.00   13.00    1.00
    9.00   10.00

Download .txt

gitextract_hf5apjil/

├── .gitignore
├── .idea/
│   ├── .name
│   ├── artifacts/
│   │   └── Backpropagation_jar.xml
│   ├── compiler.xml
│   ├── copyright/
│   │   └── profiles_settings.xml
│   ├── dictionaries/
│   │   └── Administrator.xml
│   ├── misc.xml
│   ├── modules.xml
│   ├── uiDesigner.xml
│   ├── vcs.xml
│   └── workspace.xml
├── Backpropagation.iml
├── Backpropagation.jar
├── LICENSE
├── META-INF/
│   └── MANIFEST.MF
├── README.md
├── data/
│   ├── 2CS.txt
│   ├── 2Ccircle1.txt
│   ├── 2Circle1.txt
│   ├── 2Circle2.txt
│   ├── 2CloseS.txt
│   ├── 2CloseS2.txt
│   ├── 2CloseS3.txt
│   ├── 2Hcircle1.txt
│   ├── 2class.txt
│   ├── 2cring.txt
│   ├── 2ring.txt
│   ├── 579.txt
│   ├── 5CloseS1.txt
│   ├── 8OX.txt
│   ├── C10D.txt
│   ├── C3D.txt
│   ├── Four-dimensional.txt
│   ├── IRIS.txt
│   ├── Number.txt
│   ├── Perceptron1.txt
│   ├── Perceptron2.txt
│   ├── Perceptron3.txt
│   ├── Perceptron4.txt
│   ├── breast-cancer-wisconsin_no question mark.txt
│   ├── wine.txt
│   └── xor.txt
└── src/
    └── Backpropagation/
        ├── Algorithm/
        │   ├── Connection.java
        │   ├── NeuralNetwork.java
        │   └── Neuron.java
        ├── MainFrame.form
        └── MainFrame.java

Download .txt

SYMBOL INDEX (48 symbols across 4 files)

FILE: src/Backpropagation/Algorithm/Connection.java
  class Connection (line 3) | class Connection {
    method Connection (line 13) | Connection(Neuron fromN) {
    method getWeight (line 19) | double getWeight() {
    method setWeight (line 23) | void setWeight(double w) {
    method setBestWeight (line 27) | void setBestWeight(double w) {
    method setWeightAsBest (line 31) | void setWeightAsBest() {
    method setDeltaWeight (line 35) | void setDeltaWeight(double w) {
    method getPrevDeltaWeight (line 40) | double getPrevDeltaWeight() {
    method getLeftNeuron (line 44) | Neuron getLeftNeuron() {

FILE: src/Backpropagation/Algorithm/NeuralNetwork.java
  class NeuralNetwork (line 5) | public class NeuralNetwork {
    method NeuralNetwork (line 18) | public NeuralNetwork(ArrayList<Double[]> inputs, ArrayList<Double> out...
    method getRandomNumber (line 79) | private Double getRandomNumber(Double minRange, Double maxRange) {
    method setInput (line 83) | private void setInput(Double inputs[]) {
    method getOutput (line 89) | private Double[] getOutput() {
    method activate (line 96) | private void activate() {
    method applyBackpropagation (line 105) | private void applyBackpropagation(Double expectedOutput[]) {
    method run (line 162) | public String run(int maxSteps, double minError) {
    method test (line 228) | public String test(ArrayList<Double[]> inputs, int maxSteps, double mi...
    method getOutputKind (line 259) | public int[] getOutputKind(ArrayList<Double[]> inputs, int maxSteps, d...
    method printAllWeights (line 290) | private void printAllWeights() {
    method printWeights (line 296) | private void printWeights(Neuron n) {

FILE: src/Backpropagation/Algorithm/Neuron.java
  class Neuron (line 5) | class Neuron {
    method Neuron (line 13) | Neuron() {
    method calculateOutput (line 18) | void calculateOutput() {
    method sigmoid (line 29) | private double sigmoid(double x) {
    method addConnections (line 33) | void addConnections(ArrayList<Neuron> neurons) {
    method addConnections (line 41) | void addConnections(Neuron[] neurons) {
    method getConnection (line 49) | Connection getConnection(int neuronIndex) {
    method getAllConnections (line 53) | ArrayList<Connection> getAllConnections() {
    method getOutput (line 57) | double getOutput() {
    method setOutput (line 61) | void setOutput(double o) {

FILE: src/Backpropagation/MainFrame.java
  class MainFrame (line 25) | public class MainFrame {
    method MainFrame (line 74) | private MainFrame() {
    method loadFile (line 326) | private void loadFile(JFileChooser fileChooser) {
    method resetData (line 375) | private void resetData() {
    method initialData (line 386) | private void initialData() {
    method startTrain (line 415) | private void startTrain(ArrayList<Double[]> inputs) {
    method round (line 427) | private Double round(Double value, int places) {
    method normalize (line 434) | private Double normalize(Double input, Double min, Double max) {
    method convertCoordinate (line 438) | private Double[] convertCoordinate(Double[] oldPoint) {
    method alertBackground (line 445) | private void alertBackground(JTextField textField, boolean alert) {
    method resetFrame (line 452) | private static void resetFrame() {
    method changeLAF (line 458) | private static void changeLAF(String name) {
    method createUIComponents (line 475) | private void createUIComponents() {
    method main (line 483) | public static void main(String[] args) {
    class GPanel (line 540) | private class GPanel extends JPanel {
      method paintComponent (line 541) | @Override
      method drawScale (line 600) | private void drawScale(Graphics2D g2, Double i) {

Download .json

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    "path": "data/2Circle2.txt",
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    "path": "data/2CloseS.txt",
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    "preview": "68\t99\t108\t88\t1\t\n50\t79\t97\t80\t1\t\n53\t71\t83\t74\t1\t\n51\t87\t100\t87\t1\t\n59\t79\t89\t79\t1\t\n67\t103\t113\t87\t1\t\n75\t107\t118\t96\t1\t\n66\t113\t11"
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    "chars": 1549,
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]

// ... and 1 more files (download for full content)

About this extraction

This page contains the full source code of the Jasonnor/Backpropagation GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 47 files (376.9 KB), approximately 178.0k tokens, and a symbol index with 48 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.

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